Lof, Matthijs (2010): Heterogeneity in stock prices: A STAR model with multivariate transition function.
This is the latest version of this item.
Preview |
PDF
MPRA_paper_38571.pdf Download (554kB) | Preview |
Abstract
This paper applies a heterogeneous agent asset pricing model, featuring fundamentalists and chartists, to the price-dividend and price-earnings ratios of the S&P500 index. Agents update their beliefs according to macroeconomic information, as an alternative to evolutionary dynamics. For estimation, a STAR model is introduced, with a transition function depending on multiple transition variables. A procedure based on linearity testing is proposed to select the appropriate linear combination of transition variables. The results show that during periods of favorable economic conditions the fraction of chartists increases, causing stock prices to decouple from fundamentals.
Item Type: | MPRA Paper |
---|---|
Original Title: | Heterogeneity in stock prices: A STAR model with multivariate transition function |
Language: | English |
Keywords: | Asset pricing, Heterogeneous beliefs, Smooth-transition autoregression |
Subjects: | G - Financial Economics > G1 - General Financial Markets > G12 - Asset Pricing ; Trading Volume ; Bond Interest Rates E - Macroeconomics and Monetary Economics > E4 - Money and Interest Rates > E44 - Financial Markets and the Macroeconomy C - Mathematical and Quantitative Methods > C2 - Single Equation Models ; Single Variables > C22 - Time-Series Models ; Dynamic Quantile Regressions ; Dynamic Treatment Effect Models ; Diffusion Processes |
Item ID: | 38571 |
Depositing User: | Matthijs Lof |
Date Deposited: | 05 May 2012 14:30 |
Last Modified: | 01 Oct 2019 09:06 |
References: | Becker, R. and D. R. Osborn: 2012, ‘Weighted smooth transition regressions’. Journal of Applied Econometrics (forthcoming). Bernanke, B. S.: 1990, ‘On the predictive power of interest rates and interest rate spreads’. New England Economic Review (Nov), 51–68. Boswijk, H. P., C. H. Hommes, and S. Manzan: 2007, ‘Behavioral heterogeneity in stock prices’. Journal of Economic Dynamics and Control 31(6), 1938–1970. Brock, W. A. and C. H. Hommes: 1997, ‘A Rational Route to Randomness’. Econometrica 65(5), 1059–1096. Brock, W. A. and C. H. Hommes: 1998, ‘Heterogeneous beliefs and routes to chaos in a simple asset pricing model’. Journal of Economic Dynamics and Control 22(8-9), 1235– 1274. Campbell, J.: 2003, ‘Consumption-based asset pricing’. In: G. Constantinides, M. Harris, and R. Stulz (eds.): Handbook of the Economics of Finance, Vol. 1B. Elsevier, Chapt. 13. Campbell, J. Y. and R. J. Shiller: 1988, ‘The Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors’. Review of Financial Studies 1(3), 195–228. Campbell, J. Y. and R. J. Shiller: 2001, ‘Valuation Ratios and the Long-Run Stock Market Outlook: An Update’. NBER Working Papers 8221, National Bureau of Economic Research, Inc. Chiarella, C. and X. He: 2002, ‘Heterogeneous beliefs, risk and learning in a simple asset pricing model’. Computational Economics 19(1), 95–132. Chiarella, C., G. Iori, and J. Perelló: 2009, ‘The impact of heterogeneous trading rules on the limit order book and order flows’. Journal of Economic Dynamics and Control 33(3), 525–537. Chordia, T. and L. Shivakumar: 2002, ‘Momentum, business cycle, and time-varying expected returns’. The Journal of Finance 57(2), 985–1019. Cochrane, J. H.: 2011, ‘Presidential Address: Discount Rates’. The Journal of Finance 66(4), 1047–1108. Cooper, I. and R. Priestley: 2009, ‘Time-varying risk premiums and the output gap’. Review of Financial Studies 22(7), 2801–2833. De Jong, E., W. F. Verschoor, and R. C. Zwinkels: 2010, ‘Heterogeneity of agents and exchange rate dynamics: Evidence from the EMS’. Journal of International Money and Finance 29(8), 1652–1669. Eitrheim, O. and T. Teräsvirta: 1996, ‘Testing the adequacy of smooth transition autoregressive models’. Journal of Econometrics 74(1), 59–75. Estrella, A. and F. S. Mishkin: 1998, ‘Predicting U.S. Recessions: Financial Variables As Leading Indicators’. The Review of Economics and Statistics 80(1), 45–61. Fama, E. and K. French: 1989, ‘Business conditions and expected returns on stocks and bonds’. Journal of Financial Economics 25(1), 23–49. Fama, E. F. and K. R. French: 2001, ‘Disappearing dividends: changing firm characteristics or lower propensity to pay?’. Journal of Financial Economics 60(1), 3–43. Frijns, B., T. Lehnert, and R. C. Zwinkels: 2010, ‘Behavioral heterogeneity in the option market’. Journal of Economic Dynamics and Control 34(11), 2273–2287. Gordon, M. J.: 1959, ‘Dividends, Earnings, and Stock Prices’. The Review of Economics and Statistics 41(2), 99–105. Hansen, B.: 1996, ‘Inference When a Nuisance Parameter Is Not Identified under the Null Hypothesis’. Econometrica 64(2), 413–430. Hansen, B.: 1997, ‘Inference in TAR models’. Studies in nonlinear dynamics and econometrics 2(1), 1–14. Hommes, C. H.: 2006, ‘Heterogeneous Agent Models in Economics and Finance’. In: L. Tesfatsion and K. L. Judd (eds.): Handbook of Computational Economics, Vol. 2. Elsevier, Chapt. 23. LeRoy, S. F. and R. D. Porter: 1981, ‘The Present-Value Relation: Tests Based on Implied Variance Bounds’. Econometrica 49(3), 555–74. Luukkonen, R., P. Saikkonen, and T. Teräsvirta: 1988, ‘Testing linearity against smooth transition autoregressive models’. Biometrika 75(3), 491–499. Mankiw, N. G. and J. A. Miron: 1986, ‘The Changing Behavior of the Term Structure of Interest Rates’. The Quarterly Journal of Economics 101(2), 211–28. Manzan, S.: 2009, ‘Agent Based Modeling in Finance’. In: R. A. Meyers (ed.): Encyclopedia of Complexity and Systems Science. Springer New York, pp. 3374–3388. Manzan, S. and F. H. Westerhoff: 2007, ‘Heterogeneous expectations, exchange rate dynamics and predictability’. Journal of Economic Behavior & Organization 64(1), 111–128. Medeiros, M. and A. Veiga: 2005, ‘A flexible coefficient smooth transition time series model’. Neural Networks, IEEE Transactions on 16(1), 97 –113. Reitz, S., J. C. Rülke, and M. P. Taylor: 2011, ‘On the Nonlinear Influence of Reserve Bank of Australia Interventions on Exchange Rates’. The Economic Record 87(278), 465–479. Reitz, S. and U. Slopek: 2009, ‘Non-Linear Oil Price Dynamics: A Tale of Heterogeneous Speculators?’. German Economic Review 10, 270–283. Reitz, S. and M. Taylor: 2008, ‘The coordination channel of foreign exchange intervention: a nonlinear microstructural analysis’. European Economic Review 52(1), 55–76. Reitz, S. and F. Westerhoff: 2003, ‘Nonlinearities and cyclical behavior: the role of chartists and fundamentalists’. Studies in Nonlinear Dynamics and Econometrics 7(4), 3. Reitz, S. and F. Westerhoff: 2007, ‘Commodity price cycles and heterogeneous speculators: a STAR-GARCH model’. Empirical Economics 33(2), 231–244. Rogoff, K.: 1996, ‘The Purchasing Power Parity Puzzle’. Journal of Economic Literature 34(2), 647–668. Shiller, R. J.: 1981, ‘Do Stock Prices Move Too Much to be Justified by Subsequent Changes in Dividends?’. American Economic Review 71(3), 421–36. Spierdijk, L., J. A. Bikker, and P. van den Hoek: 2012, ‘Mean reversion in international stock markets: An empirical analysis of the 20th century’. Journal of International Money and Finance 31(2), 228 – 249. Ter Ellen, S. and R. Zwinkels: 2010, ‘Oil price dynamics: A behavioral finance approach with heterogeneous agents’. Energy Economics 32(6), 1427–1434. Teräsvirta, T.: 1994, ‘Specification, Estimation, and Evaluation of Smooth Transition Autoregressive Models’. Journal of the American Statistical Association 89(425), 208–218. Teräsvirta, T., D. Tjostheim, and C. W. J. Granger: 2010, Modelling Nonlinear Economic Time Series. Oxford University Press. West, K. D.: 1988, ‘Dividend Innovations and Stock Price Volatility’. Econometrica 56(1), pp. 37–61. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/38571 |
Available Versions of this Item
-
Heterogeneity in Stock Pricing: A STAR Model with Multivariate Transition Functions. (deposited 02 May 2011 23:51)
-
Heterogeneity in stock prices: A STAR model with multivariate transition function. (deposited 25 Sep 2011 15:25)
- Heterogeneity in stock prices: A STAR model with multivariate transition function. (deposited 05 May 2012 14:30) [Currently Displayed]
-
Heterogeneity in stock prices: A STAR model with multivariate transition function. (deposited 25 Sep 2011 15:25)